Pandas Profiling Report

Dataset statistics

Number of variables	27
Number of observations	181
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	38.3 KiB
Average record size in memory	216.7 B

Variable types

Numeric	12
Text	2
Categorical	13

Alerts

`fuel-type` is highly imbalanced (53.3%)	Imbalance
`engine-location` is highly imbalanced (87.8%)	Imbalance
`num-of-cylinders` is highly imbalanced (57.3%)	Imbalance
`ID` is uniformly distributed	Uniform
`ID` has unique values	Unique
`symboling` has 59 (32.6%) zeros	Zeros

Reproduction

Analysis started	2024-07-16 16:59:41.748604
Analysis finished	2024-07-16 16:59:54.996389
Duration	13.25 seconds
Software version	ydata-profiling v4.8.3
Download configuration	config.json

ID
Real number (ℝ)

UNIFORM UNIQUE

Distinct	181
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	91

Minimum	1
Maximum	181
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	1
5-th percentile	10
Q1	46
median	91
Q3	136
95-th percentile	172
Maximum	181
Range	180
Interquartile range (IQR)	90

Descriptive statistics

Standard deviation	52.394338
Coefficient of variation (CV)	0.57576196
Kurtosis	-1.2
Mean	91
Median Absolute Deviation (MAD)	45
Skewness	0
Sum	16471
Variance	2745.1667
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	0.6%
115	1	0.6%
117	1	0.6%
118	1	0.6%
119	1	0.6%
120	1	0.6%
121	1	0.6%
122	1	0.6%
123	1	0.6%
124	1	0.6%
Other values (171)	171	94.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	0.6%
2	1	0.6%
3	1	0.6%
4	1	0.6%
5	1	0.6%
6	1	0.6%
7	1	0.6%
8	1	0.6%
9	1	0.6%
10	1	0.6%

Value	Count	Frequency (%)
181	1	0.6%
180	1	0.6%
179	1	0.6%
178	1	0.6%
177	1	0.6%
176	1	0.6%
175	1	0.6%
174	1	0.6%
173	1	0.6%
172	1	0.6%

symboling
Real number (ℝ)

ZEROS

Distinct	6
Distinct (%)	3.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.85082873

Minimum	-2
Maximum	3
Zeros	59
Zeros (%)	32.6%
Negative	23
Negative (%)	12.7%
Memory size	1.5 KiB

Quantile statistics

Minimum	-2
5-th percentile	-1
Q1	0
median	1
Q3	2
95-th percentile	3
Maximum	3
Range	5
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.2670446
Coefficient of variation (CV)	1.4891888
Kurtosis	-0.79306123
Mean	0.85082873
Median Absolute Deviation (MAD)	1
Skewness	0.23452382
Sum	154
Variance	1.6054021
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	59	32.6%
1	45	24.9%
2	28	15.5%
3	26	14.4%
-1	21	11.6%
-2	2	1.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2	2	1.1%
-1	21	11.6%
0	59	32.6%
1	45	24.9%
2	28	15.5%
3	26	14.4%

Value	Count	Frequency (%)
3	26	14.4%
2	28	15.5%
1	45	24.9%
0	59	32.6%
-1	21	11.6%
-2	2	1.1%

normalized-losses
Text

Distinct	52
Distinct (%)	28.7%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

Length

Max length	3
Median length	3
Mean length	2.3701657
Min length	1

Characters and Unicode

Total characters	429
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	13 ?
Unique (%)	7.2%

Sample

1st row	65
2nd row	188
3rd row	?
4th row	161
5th row	103

Value	Count	Frequency (%)
	34	18.8%
161	9	5.0%
91	7	3.9%
134	6	3.3%
150	6	3.3%
104	6	3.3%
128	5	2.8%
102	5	2.8%
95	5	2.8%
65	5	2.8%
Other values (42)	93	51.4%

Most occurring characters

Value	Count	Frequency (%)
1	133	31.0%
8	37	8.6%
5	36	8.4%
?	34	7.9%
9	33	7.7%
4	33	7.7%
0	32	7.5%
2	28	6.5%
6	25	5.8%
3	24	5.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	395	92.1%
Other Punctuation	34	7.9%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	133	33.7%
8	37	9.4%
5	36	9.1%
9	33	8.4%
4	33	8.4%
0	32	8.1%
2	28	7.1%
6	25	6.3%
3	24	6.1%
7	14	3.5%

Other Punctuation

Value	Count	Frequency (%)
?	34	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	429	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	133	31.0%
8	37	8.6%
5	36	8.4%
?	34	7.9%
9	33	7.7%
4	33	7.7%
0	32	7.5%
2	28	6.5%
6	25	5.8%
3	24	5.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	429	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	133	31.0%
8	37	8.6%
5	36	8.4%
?	34	7.9%
9	33	7.7%
4	33	7.7%
0	32	7.5%
2	28	6.5%
6	25	5.8%
3	24	5.6%

make
Categorical

Distinct	22
Distinct (%)	12.2%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

toyota	28
nissan	16
mazda	16
subaru	12
mitsubishi	12
Other values (17)	97

Length

Max length	13
Median length	11
Mean length	6.5966851
Min length	3

Characters and Unicode

Total characters	1194
Distinct characters	25
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.6%

Sample

1st row	toyota
2nd row	bmw
3rd row	renault
4th row	peugot
5th row	volvo

Common Values

Value	Count	Frequency (%)
toyota	28	15.5%
nissan	16	8.8%
mazda	16	8.8%
subaru	12	6.6%
mitsubishi	12	6.6%
honda	12	6.6%
volkswagen	11	6.1%
dodge	9	5.0%
volvo	9	5.0%
peugot	9	5.0%
Other values (12)	47	26.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
toyota	28	15.5%
nissan	16	8.8%
mazda	16	8.8%
subaru	12	6.6%
mitsubishi	12	6.6%
honda	12	6.6%
volkswagen	11	6.1%
dodge	9	5.0%
volvo	9	5.0%
peugot	9	5.0%
Other values (12)	47	26.0%

Most occurring characters

Value	Count	Frequency (%)
a	140	11.7%
o	134	11.2%
s	98	8.2%
t	88	7.4%
e	77	6.4%
u	66	5.5%
n	65	5.4%
i	59	4.9%
d	59	4.9%
m	51	4.3%
Other values (15)	357	29.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1183	99.1%
Dash Punctuation	11	0.9%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	140	11.8%
o	134	11.3%
s	98	8.3%
t	88	7.4%
e	77	6.5%
u	66	5.6%
n	65	5.5%
i	59	5.0%
d	59	5.0%
m	51	4.3%
Other values (14)	346	29.2%

Dash Punctuation

Value	Count	Frequency (%)
-	11	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1183	99.1%
Common	11	0.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	140	11.8%
o	134	11.3%
s	98	8.3%
t	88	7.4%
e	77	6.5%
u	66	5.6%
n	65	5.5%
i	59	5.0%
d	59	5.0%
m	51	4.3%
Other values (14)	346	29.2%

Common

Value	Count	Frequency (%)
-	11	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1194	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	140	11.7%
o	134	11.2%
s	98	8.2%
t	88	7.4%
e	77	6.4%
u	66	5.5%
n	65	5.4%
i	59	4.9%
d	59	4.9%
m	51	4.3%
Other values (15)	357	29.9%

fuel-type
Categorical

IMBALANCE

Distinct	2
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

gas	163
diesel	18

Length

Max length	6
Median length	3
Mean length	3.2983425
Min length	3

Characters and Unicode

Total characters	597
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	gas
2nd row	gas
3rd row	gas
4th row	diesel
5th row	gas

Common Values

Value	Count	Frequency (%)
gas	163	90.1%
diesel	18	9.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
gas	163	90.1%
diesel	18	9.9%

Most occurring characters

Value	Count	Frequency (%)
s	181	30.3%
g	163	27.3%
a	163	27.3%
e	36	6.0%
d	18	3.0%
i	18	3.0%
l	18	3.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	597	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
s	181	30.3%
g	163	27.3%
a	163	27.3%
e	36	6.0%
d	18	3.0%
i	18	3.0%
l	18	3.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	597	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
s	181	30.3%
g	163	27.3%
a	163	27.3%
e	36	6.0%
d	18	3.0%
i	18	3.0%
l	18	3.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	597	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
s	181	30.3%
g	163	27.3%
a	163	27.3%
e	36	6.0%
d	18	3.0%
i	18	3.0%
l	18	3.0%

aspiration
Categorical

Distinct	2
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

std	147
turbo	34

Length

Max length	5
Median length	3
Mean length	3.3756906
Min length	3

Characters and Unicode

Total characters	611
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	std
2nd row	std
3rd row	std
4th row	turbo
5th row	std

Common Values

Value	Count	Frequency (%)
std	147	81.2%
turbo	34	18.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
std	147	81.2%
turbo	34	18.8%

Most occurring characters

Value	Count	Frequency (%)
t	181	29.6%
s	147	24.1%
d	147	24.1%
u	34	5.6%
r	34	5.6%
b	34	5.6%
o	34	5.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	611	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	181	29.6%
s	147	24.1%
d	147	24.1%
u	34	5.6%
r	34	5.6%
b	34	5.6%
o	34	5.6%

Most occurring scripts

Value	Count	Frequency (%)
Latin	611	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	181	29.6%
s	147	24.1%
d	147	24.1%
u	34	5.6%
r	34	5.6%
b	34	5.6%
o	34	5.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	611	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	181	29.6%
s	147	24.1%
d	147	24.1%
u	34	5.6%
r	34	5.6%
b	34	5.6%
o	34	5.6%

num-of-doors
Categorical

Distinct	3
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

four	102
two	77
?	2

Length

Max length	4
Median length	4
Mean length	3.5414365
Min length	1

Characters and Unicode

Total characters	641
Distinct characters	7
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	four
2nd row	two
3rd row	four
4th row	four
5th row	four

Common Values

Value	Count	Frequency (%)
four	102	56.4%
two	77	42.5%
?	2	1.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
four	102	56.4%
two	77	42.5%
	2	1.1%

Most occurring characters

Value	Count	Frequency (%)
o	179	27.9%
f	102	15.9%
u	102	15.9%
r	102	15.9%
t	77	12.0%
w	77	12.0%
?	2	0.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	639	99.7%
Other Punctuation	2	0.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	179	28.0%
f	102	16.0%
u	102	16.0%
r	102	16.0%
t	77	12.1%
w	77	12.1%

Other Punctuation

Value	Count	Frequency (%)
?	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	639	99.7%
Common	2	0.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	179	28.0%
f	102	16.0%
u	102	16.0%
r	102	16.0%
t	77	12.1%
w	77	12.1%

Common

Value	Count	Frequency (%)
?	2	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	641	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	179	27.9%
f	102	15.9%
u	102	15.9%
r	102	15.9%
t	77	12.0%
w	77	12.0%
?	2	0.3%

body-style
Categorical

Distinct	5
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

sedan	83
hatchback	62
wagon	22
hardtop	8
convertible	6

Length

Max length	11
Median length	5
Mean length	6.6574586
Min length	5

Characters and Unicode

Total characters	1205
Distinct characters	18
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	hatchback
2nd row	sedan
3rd row	wagon
4th row	sedan
5th row	sedan

Common Values

Value	Count	Frequency (%)
sedan	83	45.9%
hatchback	62	34.3%
wagon	22	12.2%
hardtop	8	4.4%
convertible	6	3.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
sedan	83	45.9%
hatchback	62	34.3%
wagon	22	12.2%
hardtop	8	4.4%
convertible	6	3.3%

Most occurring characters

Value	Count	Frequency (%)
a	237	19.7%
h	132	11.0%
c	130	10.8%
n	111	9.2%
e	95	7.9%
d	91	7.6%
s	83	6.9%
t	76	6.3%
b	68	5.6%
k	62	5.1%
Other values (8)	120	10.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1205	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	237	19.7%
h	132	11.0%
c	130	10.8%
n	111	9.2%
e	95	7.9%
d	91	7.6%
s	83	6.9%
t	76	6.3%
b	68	5.6%
k	62	5.1%
Other values (8)	120	10.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1205	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	237	19.7%
h	132	11.0%
c	130	10.8%
n	111	9.2%
e	95	7.9%
d	91	7.6%
s	83	6.9%
t	76	6.3%
b	68	5.6%
k	62	5.1%
Other values (8)	120	10.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1205	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	237	19.7%
h	132	11.0%
c	130	10.8%
n	111	9.2%
e	95	7.9%
d	91	7.6%
s	83	6.9%
t	76	6.3%
b	68	5.6%
k	62	5.1%
Other values (8)	120	10.0%

drive-wheels
Categorical

Distinct	3
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

fwd	108
rwd	65
4wd	8

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	543
Distinct characters	5
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	fwd
2nd row	rwd
3rd row	fwd
4th row	rwd
5th row	rwd

Common Values

Value	Count	Frequency (%)
fwd	108	59.7%
rwd	65	35.9%
4wd	8	4.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
fwd	108	59.7%
rwd	65	35.9%
4wd	8	4.4%

Most occurring characters

Value	Count	Frequency (%)
w	181	33.3%
d	181	33.3%
f	108	19.9%
r	65	12.0%
4	8	1.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	535	98.5%
Decimal Number	8	1.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
w	181	33.8%
d	181	33.8%
f	108	20.2%
r	65	12.1%

Decimal Number

Value	Count	Frequency (%)
4	8	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	535	98.5%
Common	8	1.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
w	181	33.8%
d	181	33.8%
f	108	20.2%
r	65	12.1%

Common

Value	Count	Frequency (%)
4	8	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	543	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
w	181	33.3%
d	181	33.3%
f	108	19.9%
r	65	12.0%
4	8	1.5%

engine-location
Categorical

IMBALANCE

Distinct	2
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

front	178
rear	3

Length

Max length	5
Median length	5
Mean length	4.9834254
Min length	4

Characters and Unicode

Total characters	902
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	front
2nd row	front
3rd row	front
4th row	front
5th row	front

Common Values

Value	Count	Frequency (%)
front	178	98.3%
rear	3	1.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
front	178	98.3%
rear	3	1.7%

Most occurring characters

Value	Count	Frequency (%)
r	184	20.4%
f	178	19.7%
o	178	19.7%
n	178	19.7%
t	178	19.7%
e	3	0.3%
a	3	0.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	902	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	184	20.4%
f	178	19.7%
o	178	19.7%
n	178	19.7%
t	178	19.7%
e	3	0.3%
a	3	0.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	902	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	184	20.4%
f	178	19.7%
o	178	19.7%
n	178	19.7%
t	178	19.7%
e	3	0.3%
a	3	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	902	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	184	20.4%
f	178	19.7%
o	178	19.7%
n	178	19.7%
t	178	19.7%
e	3	0.3%
a	3	0.3%

wheel-base
Real number (ℝ)

Distinct	52
Distinct (%)	28.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	98.729282

Minimum	86.6
Maximum	120.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	86.6
5-th percentile	91.3
Q1	94.5
median	96.9
Q3	102.4
95-th percentile	110
Maximum	120.9
Range	34.3
Interquartile range (IQR)	7.9

Descriptive statistics

Standard deviation	6.1161965
Coefficient of variation (CV)	0.061949165
Kurtosis	1.0157942
Mean	98.729282
Median Absolute Deviation (MAD)	2.6
Skewness	1.0467193
Sum	17870
Variance	37.40786
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
93.7	17	9.4%
94.5	15	8.3%
95.7	11	6.1%
96.5	8	4.4%
97.3	6	3.3%
98.8	6	3.3%
98.4	6	3.3%
96.3	6	3.3%
100.4	6	3.3%
102.4	5	2.8%
Other values (42)	95	52.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
86.6	2	1.1%
88.4	1	0.6%
88.6	2	1.1%
89.5	3	1.7%
91.3	2	1.1%
93	1	0.6%
93.1	5	2.8%
93.3	1	0.6%
93.7	17	9.4%
94.3	1	0.6%

Value	Count	Frequency (%)
120.9	1	0.6%
115.6	2	1.1%
114.2	3	1.7%
113	2	1.1%
112	1	0.6%
110	3	1.7%
109.1	5	2.8%
108	1	0.6%
107.9	5	2.8%
106.7	1	0.6%

length
Real number (ℝ)

Distinct	72
Distinct (%)	39.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	174.17403

Minimum	141.1
Maximum	208.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	141.1
5-th percentile	157.3
Q1	166.8
median	173.2
Q3	183.1
95-th percentile	197
Maximum	208.1
Range	67
Interquartile range (IQR)	16.3

Descriptive statistics

Standard deviation	12.336569
Coefficient of variation (CV)	0.070828979
Kurtosis	-0.0040332166
Mean	174.17403
Median Absolute Deviation (MAD)	6.9
Skewness	0.16648849
Sum	31525.5
Variance	152.19093
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
157.3	14	7.7%
188.8	9	5.0%
171.7	6	3.3%
186.7	6	3.3%
176.2	6	3.3%
177.8	6	3.3%
166.3	6	3.3%
175.6	5	2.8%
172	5	2.8%
186.6	5	2.8%
Other values (62)	113	62.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
141.1	1	0.6%
144.6	2	1.1%
150	2	1.1%
155.9	1	0.6%
156.9	1	0.6%
157.1	1	0.6%
157.3	14	7.7%
157.9	1	0.6%
158.7	2	1.1%
158.8	1	0.6%

Value	Count	Frequency (%)
208.1	1	0.6%
202.6	2	1.1%
199.6	2	1.1%
199.2	1	0.6%
198.9	3	1.7%
197	1	0.6%
193.8	1	0.6%
192.7	3	1.7%
191.7	1	0.6%
190.9	2	1.1%

width
Real number (ℝ)

Distinct	43
Distinct (%)	23.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	65.943646

Minimum	60.3
Maximum	72
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	60.3
5-th percentile	63.6
Q1	64.2
median	65.5
Q3	66.6
95-th percentile	70.5
Maximum	72
Range	11.7
Interquartile range (IQR)	2.4

Descriptive statistics

Standard deviation	2.1461143
Coefficient of variation (CV)	0.032544671
Kurtosis	0.61327037
Mean	65.943646
Median Absolute Deviation (MAD)	1.3
Skewness	0.85445819
Sum	11935.8
Variance	4.6058066
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
66.5	22	12.2%
63.8	21	11.6%
65.4	15	8.3%
64.4	8	4.4%
63.6	8	4.4%
68.4	8	4.4%
65.5	7	3.9%
65.2	7	3.9%
64.2	6	3.3%
64	6	3.3%
Other values (33)	73	40.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
60.3	1	0.6%
61.8	1	0.6%
62.5	1	0.6%
63.4	1	0.6%
63.6	8	4.4%
63.8	21	11.6%
63.9	3	1.7%
64	6	3.3%
64.1	2	1.1%
64.2	6	3.3%

Value	Count	Frequency (%)
72	1	0.6%
71.7	3	1.7%
71.4	3	1.7%
70.9	1	0.6%
70.6	1	0.6%
70.5	1	0.6%
70.3	3	1.7%
69.6	2	1.1%
68.9	4	2.2%
68.8	1	0.6%

height
Real number (ℝ)

Distinct	48
Distinct (%)	26.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	53.709945

Minimum	47.8
Maximum	59.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	47.8
5-th percentile	49.7
Q1	51.6
median	54.1
Q3	55.5
95-th percentile	58.3
Maximum	59.8
Range	12
Interquartile range (IQR)	3.9

Descriptive statistics

Standard deviation	2.4977346
Coefficient of variation (CV)	0.046504137
Kurtosis	-0.44896264
Mean	53.709945
Median Absolute Deviation (MAD)	1.6
Skewness	0.067837784
Sum	9721.5
Variance	6.2386783
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
50.8	12	6.6%
55.7	10	5.5%
54.1	10	5.5%
52	9	5.0%
55.5	9	5.0%
54.5	8	4.4%
51.6	7	3.9%
56.7	6	3.3%
50.2	6	3.3%
52.8	6	3.3%
Other values (38)	98	54.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
47.8	1	0.6%
48.8	2	1.1%
49.4	2	1.1%
49.6	4	2.2%
49.7	3	1.7%
50.2	6	3.3%
50.5	1	0.6%
50.6	5	2.8%
50.8	12	6.6%
51	1	0.6%

Value	Count	Frequency (%)
59.8	2	1.1%
59.1	3	1.7%
58.7	4	2.2%
58.3	1	0.6%
57.5	2	1.1%
56.7	6	3.3%
56.5	2	1.1%
56.3	2	1.1%
56.2	2	1.1%
56.1	6	3.3%

curb-weight
Real number (ℝ)

Distinct	155
Distinct (%)	85.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2564.1657

Minimum	1488
Maximum	4066
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	1488
5-th percentile	1900
Q1	2190
median	2420
Q3	2935
95-th percentile	3515
Maximum	4066
Range	2578
Interquartile range (IQR)	745

Descriptive statistics

Standard deviation	523.48902
Coefficient of variation (CV)	0.20415569
Kurtosis	0.065088963
Mean	2564.1657
Median Absolute Deviation (MAD)	380
Skewness	0.71768623
Sum	464114
Variance	274040.75
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2385	4	2.2%
3252	2	1.1%
3139	2	1.1%
1918	2	1.1%
2410	2	1.1%
2380	2	1.1%
2290	2	1.1%
2191	2	1.1%
2548	2	1.1%
1989	2	1.1%
Other values (145)	159	87.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1488	1	0.6%
1713	1	0.6%
1819	1	0.6%
1837	1	0.6%
1874	1	0.6%
1876	2	1.1%
1889	1	0.6%
1890	1	0.6%
1900	1	0.6%
1905	1	0.6%

Value	Count	Frequency (%)
4066	2	1.1%
3950	1	0.6%
3900	1	0.6%
3770	1	0.6%
3750	1	0.6%
3740	1	0.6%
3715	1	0.6%
3685	1	0.6%
3515	1	0.6%
3505	1	0.6%

engine-type
Categorical

Distinct	6
Distinct (%)	3.3%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

ohc	128
ohcf	15
ohcv	13
dohc	11
l	10

Length

Max length	5
Median length	3
Mean length	3.1491713
Min length	1

Characters and Unicode

Total characters	570
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	ohc
2nd row	ohc
3rd row	ohc
4th row	l
5th row	ohc

Common Values

Value	Count	Frequency (%)
ohc	128	70.7%
ohcf	15	8.3%
ohcv	13	7.2%
dohc	11	6.1%
l	10	5.5%
rotor	4	2.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ohc	128	70.7%
ohcf	15	8.3%
ohcv	13	7.2%
dohc	11	6.1%
l	10	5.5%
rotor	4	2.2%

Most occurring characters

Value	Count	Frequency (%)
o	175	30.7%
h	167	29.3%
c	167	29.3%
f	15	2.6%
v	13	2.3%
d	11	1.9%
l	10	1.8%
r	8	1.4%
t	4	0.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	570	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	175	30.7%
h	167	29.3%
c	167	29.3%
f	15	2.6%
v	13	2.3%
d	11	1.9%
l	10	1.8%
r	8	1.4%
t	4	0.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	570	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	175	30.7%
h	167	29.3%
c	167	29.3%
f	15	2.6%
v	13	2.3%
d	11	1.9%
l	10	1.8%
r	8	1.4%
t	4	0.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	570	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	175	30.7%
h	167	29.3%
c	167	29.3%
f	15	2.6%
v	13	2.3%
d	11	1.9%
l	10	1.8%
r	8	1.4%
t	4	0.7%

num-of-cylinders
Categorical

IMBALANCE

Distinct	7
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

four	140
six	22
five	9
two	4
eight	4
Other values (2)	2

Length

Max length	6
Median length	4
Mean length	3.8950276
Min length	3

Characters and Unicode

Total characters	705
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	1.1%

Sample

1st row	four
2nd row	six
3rd row	four
4th row	four
5th row	four

Common Values

Value	Count	Frequency (%)
four	140	77.3%
six	22	12.2%
five	9	5.0%
two	4	2.2%
eight	4	2.2%
three	1	0.6%
twelve	1	0.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
four	140	77.3%
six	22	12.2%
five	9	5.0%
two	4	2.2%
eight	4	2.2%
three	1	0.6%
twelve	1	0.6%

Most occurring characters

Value	Count	Frequency (%)
f	149	21.1%
o	144	20.4%
r	141	20.0%
u	140	19.9%
i	35	5.0%
s	22	3.1%
x	22	3.1%
e	17	2.4%
v	10	1.4%
t	10	1.4%
Other values (4)	15	2.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	705	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
f	149	21.1%
o	144	20.4%
r	141	20.0%
u	140	19.9%
i	35	5.0%
s	22	3.1%
x	22	3.1%
e	17	2.4%
v	10	1.4%
t	10	1.4%
Other values (4)	15	2.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	705	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
f	149	21.1%
o	144	20.4%
r	141	20.0%
u	140	19.9%
i	35	5.0%
s	22	3.1%
x	22	3.1%
e	17	2.4%
v	10	1.4%
t	10	1.4%
Other values (4)	15	2.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	705	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
f	149	21.1%
o	144	20.4%
r	141	20.0%
u	140	19.9%
i	35	5.0%
s	22	3.1%
x	22	3.1%
e	17	2.4%
v	10	1.4%
t	10	1.4%
Other values (4)	15	2.1%

engine-size
Real number (ℝ)

Distinct	43
Distinct (%)	23.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	127.90055

Minimum	61
Maximum	326
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	61
5-th percentile	90
Q1	98
median	120
Q3	146
95-th percentile	194
Maximum	326
Range	265
Interquartile range (IQR)	48

Descriptive statistics

Standard deviation	42.578438
Coefficient of variation (CV)	0.33290269
Kurtosis	5.2867129
Mean	127.90055
Median Absolute Deviation (MAD)	23
Skewness	1.9509667
Sum	23150
Variance	1812.9234
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
122	15	8.3%
108	12	6.6%
92	12	6.6%
98	12	6.6%
97	11	6.1%
110	11	6.1%
90	9	5.0%
109	8	4.4%
141	6	3.3%
152	6	3.3%
Other values (33)	79	43.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
61	1	0.6%
70	3	1.7%
79	1	0.6%
80	1	0.6%
90	9	5.0%
91	5	2.8%
92	12	6.6%
97	11	6.1%
98	12	6.6%
103	1	0.6%

Value	Count	Frequency (%)
326	1	0.6%
308	1	0.6%
304	1	0.6%
258	2	1.1%
234	2	1.1%
209	2	1.1%
194	3	1.7%
183	4	2.2%
181	6	3.3%
173	1	0.6%

fuel-system
Categorical

Distinct	8
Distinct (%)	4.4%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

mpfi	81
2bbl	58
idi	18
1bbl	10
spdi	9
Other values (3)	5

Length

Max length	4
Median length	4
Mean length	3.8950276
Min length	3

Characters and Unicode

Total characters	705
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	1.1%

Sample

1st row	mpfi
2nd row	mpfi
3rd row	mpfi
4th row	idi
5th row	mpfi

Common Values

Value	Count	Frequency (%)
mpfi	81	44.8%
2bbl	58	32.0%
idi	18	9.9%
1bbl	10	5.5%
spdi	9	5.0%
4bbl	3	1.7%
mfi	1	0.6%
spfi	1	0.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
mpfi	81	44.8%
2bbl	58	32.0%
idi	18	9.9%
1bbl	10	5.5%
spdi	9	5.0%
4bbl	3	1.7%
mfi	1	0.6%
spfi	1	0.6%

Most occurring characters

Value	Count	Frequency (%)
b	142	20.1%
i	128	18.2%
p	91	12.9%
f	83	11.8%
m	82	11.6%
l	71	10.1%
2	58	8.2%
d	27	3.8%
1	10	1.4%
s	10	1.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	634	89.9%
Decimal Number	71	10.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
b	142	22.4%
i	128	20.2%
p	91	14.4%
f	83	13.1%
m	82	12.9%
l	71	11.2%
d	27	4.3%
s	10	1.6%

Decimal Number

Value	Count	Frequency (%)
2	58	81.7%
1	10	14.1%
4	3	4.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	634	89.9%
Common	71	10.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
b	142	22.4%
i	128	20.2%
p	91	14.4%
f	83	13.1%
m	82	12.9%
l	71	11.2%
d	27	4.3%
s	10	1.6%

Common

Value	Count	Frequency (%)
2	58	81.7%
1	10	14.1%
4	3	4.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	705	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
b	142	20.1%
i	128	18.2%
p	91	12.9%
f	83	11.8%
m	82	11.6%
l	71	10.1%
2	58	8.2%
d	27	3.8%
1	10	1.4%
s	10	1.4%

bore
Categorical

Distinct	37
Distinct (%)	20.4%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

3.62	21
3.19	18
3.15	13
2.97	10
3.03	10
Other values (32)	109

Length

Max length	4
Median length	4
Mean length	3.8839779
Min length	1

Characters and Unicode

Total characters	703
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	11 ?
Unique (%)	6.1%

Sample

1st row	3.31
2nd row	3.31
3rd row	3.46
4th row	3.7
5th row	3.78

Common Values

Value	Count	Frequency (%)
3.62	21	11.6%
3.19	18	9.9%
3.15	13	7.2%
2.97	10	5.5%
3.03	10	5.5%
3.43	8	4.4%
3.46	7	3.9%
3.31	7	3.9%
3.78	7	3.9%
3.39	6	3.3%
Other values (27)	74	40.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
3.62	21	11.6%
3.19	18	9.9%
3.15	13	7.2%
2.97	10	5.5%
3.03	10	5.5%
3.43	8	4.4%
3.46	7	3.9%
3.31	7	3.9%
3.78	7	3.9%
3.39	6	3.3%
Other values (27)	74	40.9%

Most occurring characters

Value	Count	Frequency (%)
3	201	28.6%
.	177	25.2%
1	53	7.5%
2	48	6.8%
9	47	6.7%
5	38	5.4%
7	36	5.1%
6	33	4.7%
4	29	4.1%
0	20	2.8%
Other values (2)	21	3.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	522	74.3%
Other Punctuation	181	25.7%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
3	201	38.5%
1	53	10.2%
2	48	9.2%
9	47	9.0%
5	38	7.3%
7	36	6.9%
6	33	6.3%
4	29	5.6%
0	20	3.8%
8	17	3.3%

Other Punctuation

Value	Count	Frequency (%)
.	177	97.8%
?	4	2.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	703	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
3	201	28.6%
.	177	25.2%
1	53	7.5%
2	48	6.8%
9	47	6.7%
5	38	5.4%
7	36	5.1%
6	33	4.7%
4	29	4.1%
0	20	2.8%
Other values (2)	21	3.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	703	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
3	201	28.6%
.	177	25.2%
1	53	7.5%
2	48	6.8%
9	47	6.7%
5	38	5.4%
7	36	5.1%
6	33	4.7%
4	29	4.1%
0	20	2.8%
Other values (2)	21	3.0%

stroke
Categorical

Distinct	35
Distinct (%)	19.3%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

3.4	17
3.39	12
3.03	12
3.23	12
3.15	12
Other values (30)	116

Length

Max length	4
Median length	4
Mean length	3.7569061
Min length	1

Characters and Unicode

Total characters	680
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	8 ?
Unique (%)	4.4%

Sample

1st row	3.54
2nd row	3.19
3rd row	3.9
4th row	3.52
5th row	3.15

Common Values

Value	Count	Frequency (%)
3.4	17	9.4%
3.39	12	6.6%
3.03	12	6.6%
3.23	12	6.6%
3.15	12	6.6%
2.64	11	6.1%
3.35	8	4.4%
3.46	8	4.4%
3.29	7	3.9%
3.27	6	3.3%
Other values (25)	76	42.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
3.4	17	9.4%
3.23	12	6.6%
3.15	12	6.6%
3.39	12	6.6%
3.03	12	6.6%
2.64	11	6.1%
3.35	8	4.4%
3.46	8	4.4%
3.29	7	3.9%
3.58	6	3.3%
Other values (25)	76	42.0%

Most occurring characters

Value	Count	Frequency (%)
3	199	29.3%
.	177	26.0%
4	56	8.2%
2	53	7.8%
5	41	6.0%
1	34	5.0%
6	32	4.7%
9	30	4.4%
7	20	2.9%
0	19	2.8%
Other values (2)	19	2.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	499	73.4%
Other Punctuation	181	26.6%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
3	199	39.9%
4	56	11.2%
2	53	10.6%
5	41	8.2%
1	34	6.8%
6	32	6.4%
9	30	6.0%
7	20	4.0%
0	19	3.8%
8	15	3.0%

Other Punctuation

Value	Count	Frequency (%)
.	177	97.8%
?	4	2.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	680	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
3	199	29.3%
.	177	26.0%
4	56	8.2%
2	53	7.8%
5	41	6.0%
1	34	5.0%
6	32	4.7%
9	30	4.4%
7	20	2.9%
0	19	2.8%
Other values (2)	19	2.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	680	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
3	199	29.3%
.	177	26.0%
4	56	8.2%
2	53	7.8%
5	41	6.0%
1	34	5.0%
6	32	4.7%
9	30	4.4%
7	20	2.9%
0	19	2.8%
Other values (2)	19	2.8%

compression-ratio
Real number (ℝ)

Distinct	32
Distinct (%)	17.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.154254

Minimum	7
Maximum	23
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	7
5-th percentile	7.5
Q1	8.6
median	9
Q3	9.4
95-th percentile	21.5
Maximum	23
Range	16
Interquartile range (IQR)	0.8

Descriptive statistics

Standard deviation	3.9823063
Coefficient of variation (CV)	0.39218107
Kurtosis	5.0778278
Mean	10.154254
Median Absolute Deviation (MAD)	0.4
Skewness	2.582607
Sum	1837.92
Variance	15.858763
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
9	43	23.8%
9.4	21	11.6%
8.5	13	7.2%
9.5	12	6.6%
9.3	10	5.5%
8.7	9	5.0%
9.2	7	3.9%
7	6	3.3%
8	6	3.3%
8.6	5	2.8%
Other values (22)	49	27.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7	6	3.3%
7.5	4	2.2%
7.6	4	2.2%
7.7	2	1.1%
7.8	1	0.6%
8	6	3.3%
8.1	2	1.1%
8.3	3	1.7%
8.4	3	1.7%
8.5	13	7.2%

Value	Count	Frequency (%)
23	4	2.2%
22.7	1	0.6%
22.5	2	1.1%
22	1	0.6%
21.9	1	0.6%
21.5	4	2.2%
21	5	2.8%
11.5	1	0.6%
10.1	1	0.6%
10	2	1.1%

horsepower
Text

Distinct	58
Distinct (%)	32.0%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

Length

Max length	3
Median length	2
Mean length	2.4475138
Min length	1

Characters and Unicode

Total characters	443
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	21 ?
Unique (%)	11.6%

Sample

1st row	92
2nd row	121
3rd row	?
4th row	95
5th row	114

Value	Count	Frequency (%)
68	16	8.8%
116	9	5.0%
69	8	4.4%
70	8	4.4%
88	6	3.3%
110	6	3.3%
95	6	3.3%
114	5	2.8%
62	5	2.8%
82	5	2.8%
Other values (48)	107	59.1%

Most occurring characters

Value	Count	Frequency (%)
1	117	26.4%
6	63	14.2%
8	52	11.7%
0	44	9.9%
2	42	9.5%
5	33	7.4%
9	27	6.1%
7	27	6.1%
4	26	5.9%
3	10	2.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	441	99.5%
Other Punctuation	2	0.5%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	117	26.5%
6	63	14.3%
8	52	11.8%
0	44	10.0%
2	42	9.5%
5	33	7.5%
9	27	6.1%
7	27	6.1%
4	26	5.9%
3	10	2.3%

Other Punctuation

Value	Count	Frequency (%)
?	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	443	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	117	26.4%
6	63	14.2%
8	52	11.7%
0	44	9.9%
2	42	9.5%
5	33	7.4%
9	27	6.1%
7	27	6.1%
4	26	5.9%
3	10	2.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	443	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	117	26.4%
6	63	14.2%
8	52	11.7%
0	44	9.9%
2	42	9.5%
5	33	7.4%
9	27	6.1%
7	27	6.1%
4	26	5.9%
3	10	2.3%

peak-rpm
Categorical

Distinct	23
Distinct (%)	12.7%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

4800	34
5500	33
5000	24
5200	21
5400	9
Other values (18)	60

Length

Max length	4
Median length	4
Mean length	3.9668508
Min length	1

Characters and Unicode

Total characters	718
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	5 ?
Unique (%)	2.8%

Sample

1st row	4200
2nd row	4250
3rd row	?
4th row	4150
5th row	5400

Common Values

Value	Count	Frequency (%)
4800	34	18.8%
5500	33	18.2%
5000	24	13.3%
5200	21	11.6%
5400	9	5.0%
6000	8	4.4%
5800	6	3.3%
5250	6	3.3%
4500	5	2.8%
4200	5	2.8%
Other values (13)	30	16.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
4800	34	18.8%
5500	33	18.2%
5000	24	13.3%
5200	21	11.6%
5400	9	5.0%
6000	8	4.4%
5800	6	3.3%
5250	6	3.3%
4500	5	2.8%
4200	5	2.8%
Other values (13)	30	16.6%

Most occurring characters

Value	Count	Frequency (%)
0	368	51.3%
5	166	23.1%
4	76	10.6%
8	40	5.6%
2	34	4.7%
6	12	1.7%
1	7	1.0%
3	5	0.7%
7	4	0.6%
9	4	0.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	716	99.7%
Other Punctuation	2	0.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	368	51.4%
5	166	23.2%
4	76	10.6%
8	40	5.6%
2	34	4.7%
6	12	1.7%
1	7	1.0%
3	5	0.7%
7	4	0.6%
9	4	0.6%

Other Punctuation

Value	Count	Frequency (%)
?	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	718	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	368	51.3%
5	166	23.1%
4	76	10.6%
8	40	5.6%
2	34	4.7%
6	12	1.7%
1	7	1.0%
3	5	0.7%
7	4	0.6%
9	4	0.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	718	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	368	51.3%
5	166	23.1%
4	76	10.6%
8	40	5.6%
2	34	4.7%
6	12	1.7%
1	7	1.0%
3	5	0.7%
7	4	0.6%
9	4	0.6%

city-mpg
Real number (ℝ)

Distinct	27
Distinct (%)	14.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.132597

Minimum	13
Maximum	49
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	13
5-th percentile	16
Q1	19
median	24
Q3	30
95-th percentile	37
Maximum	49
Range	36
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	6.4182109
Coefficient of variation (CV)	0.25537397
Kurtosis	1.0227113
Mean	25.132597
Median Absolute Deviation (MAD)	5
Skewness	0.74213901
Sum	4549
Variance	41.193432
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
31	24	13.3%
19	23	12.7%
24	22	12.2%
27	14	7.7%
17	11	6.1%
26	11	6.1%
23	10	5.5%
25	8	4.4%
28	7	3.9%
30	7	3.9%
Other values (17)	44	24.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
13	1	0.6%
14	2	1.1%
15	3	1.7%
16	4	2.2%
17	11	6.1%
18	3	1.7%
19	23	12.7%
20	3	1.7%
21	6	3.3%
22	4	2.2%

Value	Count	Frequency (%)
49	1	0.6%
47	1	0.6%
45	1	0.6%
38	5	2.8%
37	5	2.8%
36	1	0.6%
33	1	0.6%
32	1	0.6%
31	24	13.3%
30	7	3.9%

highway-mpg
Real number (ℝ)

Distinct	30
Distinct (%)	16.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30.646409

Minimum	16
Maximum	54
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	16
5-th percentile	22
Q1	25
median	30
Q3	34
95-th percentile	42
Maximum	54
Range	38
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	6.8885453
Coefficient of variation (CV)	0.22477496
Kurtosis	0.69316239
Mean	30.646409
Median Absolute Deviation (MAD)	5
Skewness	0.58690397
Sum	5547
Variance	47.452056
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
25	18	9.9%
32	16	8.8%
30	16	8.8%
24	15	8.3%
38	15	8.3%
34	12	6.6%
37	11	6.1%
33	9	5.0%
28	9	5.0%
29	8	4.4%
Other values (20)	52	28.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16	2	1.1%
17	1	0.6%
18	2	1.1%
19	2	1.1%
20	2	1.1%
22	5	2.8%
23	7	3.9%
24	15	8.3%
25	18	9.9%
26	3	1.7%

Value	Count	Frequency (%)
54	1	0.6%
53	1	0.6%
50	1	0.6%
47	2	1.1%
46	2	1.1%
43	2	1.1%
42	2	1.1%
41	3	1.7%
39	1	0.6%
38	15	8.3%

price
Real number (ℝ)

Distinct	168
Distinct (%)	92.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13271.315

Minimum	5118
Maximum	45400
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	5118
5-th percentile	6229
Q1	7775
median	10295
Q3	16500
95-th percentile	34028
Maximum	45400
Range	40282
Interquartile range (IQR)	8725

Descriptive statistics

Standard deviation	8106.4796
Coefficient of variation (CV)	0.61082716
Kurtosis	3.2006741
Mean	13271.315
Median Absolute Deviation (MAD)	3204
Skewness	1.8284454
Sum	2402108
Variance	65715012
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7775	2	1.1%
6229	2	1.1%
5572	2	1.1%
18150	2	1.1%
7295	2	1.1%
13499	2	1.1%
16500	2	1.1%
7609	2	1.1%
8921	2	1.1%
8845	2	1.1%
Other values (158)	161	89.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5118	1	0.6%
5151	1	0.6%
5195	1	0.6%
5389	1	0.6%
5399	1	0.6%
5499	1	0.6%
5572	2	1.1%
6095	1	0.6%
6229	2	1.1%
6295	1	0.6%

Value	Count	Frequency (%)
45400	1	0.6%
41315	1	0.6%
40960	1	0.6%
37028	1	0.6%
36880	1	0.6%
36000	1	0.6%
35550	1	0.6%
35056	1	0.6%
34184	1	0.6%
34028	1	0.6%

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	ID	symboling	normalized-losses	make	fuel-type	aspiration	num-of-doors	body-style	drive-wheels	engine-location	wheel-base	length	width	height	curb-weight	engine-type	num-of-cylinders	engine-size	fuel-system	bore	stroke	compression-ratio	horsepower	peak-rpm	city-mpg	highway-mpg	price
0	1	-1	65	toyota	gas	std	four	hatchback	fwd	front	102.4	175.6	66.5	53.9	2458	ohc	four	122	mpfi	3.31	3.54	8.7	92	4200	27	32	11248
1	2	0	188	bmw	gas	std	two	sedan	rwd	front	101.2	176.8	64.8	54.3	2710	ohc	six	164	mpfi	3.31	3.19	9.0	121	4250	21	28	20970
2	3	0	?	renault	gas	std	four	wagon	fwd	front	96.1	181.5	66.5	55.2	2579	ohc	four	132	mpfi	3.46	3.9	8.7	?	?	23	31	9295
3	4	0	161	peugot	diesel	turbo	four	sedan	rwd	front	107.9	186.7	68.4	56.7	3197	l	four	152	idi	3.7	3.52	21.0	95	4150	28	33	13200
4	5	-2	103	volvo	gas	std	four	sedan	rwd	front	104.3	188.8	67.2	56.2	2935	ohc	four	141	mpfi	3.78	3.15	9.5	114	5400	24	28	15985
5	6	1	118	dodge	gas	turbo	two	hatchback	fwd	front	93.7	157.3	63.8	50.8	2128	ohc	four	98	mpfi	3.03	3.39	7.6	102	5500	24	30	7957
6	7	0	145	jaguar	gas	std	four	sedan	rwd	front	113.0	199.6	69.6	52.8	4066	dohc	six	258	mpfi	3.63	4.17	8.1	176	4750	15	19	32250
7	8	3	?	porsche	gas	std	two	hardtop	rwd	rear	89.5	168.9	65.0	51.6	2756	ohcf	six	194	mpfi	3.74	2.9	9.5	207	5900	17	25	32528
8	9	0	89	subaru	gas	std	four	wagon	fwd	front	97.0	173.5	65.4	53.0	2455	ohcf	four	108	mpfi	3.62	2.64	9.0	94	5200	25	31	10198
9	10	3	153	mitsubishi	gas	turbo	two	hatchback	fwd	front	96.3	173.0	65.4	49.4	2370	ohc	four	110	spdi	3.17	3.46	7.5	116	5500	23	30	9959

	ID	symboling	normalized-losses	make	fuel-type	aspiration	num-of-doors	body-style	drive-wheels	engine-location	wheel-base	length	width	height	curb-weight	engine-type	num-of-cylinders	engine-size	fuel-system	bore	stroke	compression-ratio	horsepower	peak-rpm	city-mpg	highway-mpg	price
171	172	1	98	chevrolet	gas	std	two	hatchback	fwd	front	94.5	155.9	63.6	52.0	1874	ohc	four	90	2bbl	3.03	3.11	9.6	70	5400	38	43	6295
172	173	3	?	mitsubishi	gas	turbo	two	hatchback	fwd	front	95.9	173.2	66.3	50.2	2833	ohc	four	156	spdi	3.58	3.86	7.0	145	5000	19	24	12629
173	174	1	101	honda	gas	std	two	hatchback	fwd	front	93.7	150.0	64.0	52.6	1940	ohc	four	92	1bbl	2.91	3.41	9.2	76	6000	30	34	6529
174	175	-1	74	volvo	gas	std	four	wagon	rwd	front	104.3	188.8	67.2	57.5	3034	ohc	four	141	mpfi	3.78	3.15	9.5	114	5400	23	28	13415
175	176	1	125	mitsubishi	gas	std	four	sedan	fwd	front	96.3	172.4	65.4	51.6	2365	ohc	four	122	2bbl	3.35	3.46	8.5	88	5000	25	32	6989
176	177	1	129	mazda	gas	std	two	hatchback	fwd	front	98.8	177.8	66.5	53.7	2385	ohc	four	122	2bbl	3.39	3.39	8.6	84	4800	26	32	10595
177	178	1	113	mazda	gas	std	four	sedan	fwd	front	93.1	166.8	64.2	54.1	1950	ohc	four	91	2bbl	3.08	3.15	9.0	68	5000	31	38	7395
178	179	1	119	plymouth	gas	std	two	hatchback	fwd	front	93.7	157.3	63.8	50.8	1918	ohc	four	90	2bbl	2.97	3.23	9.4	68	5500	37	41	5572
179	180	3	?	alfa-romero	gas	std	two	convertible	rwd	front	88.6	168.8	64.1	48.8	2548	dohc	four	130	mpfi	3.47	2.68	9.0	111	5000	21	27	16500
180	181	-1	?	toyota	gas	std	four	wagon	rwd	front	104.5	187.8	66.5	54.1	3151	dohc	six	161	mpfi	3.27	3.35	9.2	156	5200	19	24	15750

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block